{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 主成分分析法（PCA）",
   "id": "48e2a22f991a7cc"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-08T06:19:07.682433Z",
     "start_time": "2025-10-08T06:19:07.679547Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler"
   ],
   "id": "e85fa8b881dd6f00",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-08T06:24:46.170970Z",
     "start_time": "2025-10-08T06:24:46.162090Z"
    }
   },
   "cell_type": "code",
   "source": [
    "n_sample = 1000\n",
    "\n",
    "c1 = np.random.normal(0, 1, n_sample)\n",
    "c2 = np.random.normal(0, 0.5, n_sample)\n",
    "\n",
    "noise = np.random.normal(0, 0.1, n_sample)\n",
    "\n",
    "df = pd.DataFrame((c1 + c2, c1 - c2, c2 + noise)).T\n",
    "print(df.shape)"
   ],
   "id": "67e9287d4c36078d",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 3)\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-08T06:26:03.555835Z",
     "start_time": "2025-10-08T06:26:03.551835Z"
    }
   },
   "cell_type": "code",
   "source": [
    "standar_scaler = StandardScaler()\n",
    "df_new = standar_scaler.fit_transform(df)"
   ],
   "id": "de00cda9f5a1c9e4",
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-08T06:27:05.557456Z",
     "start_time": "2025-10-08T06:27:05.553341Z"
    }
   },
   "cell_type": "code",
   "source": [
    "pca = PCA(n_components=2)\n",
    "df_pca = pca.fit_transform(df_new)"
   ],
   "id": "13b0d2308111faf5",
   "outputs": [],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-08T06:27:26.943969Z",
     "start_time": "2025-10-08T06:27:26.940969Z"
    }
   },
   "cell_type": "code",
   "source": "print(df_pca.shape)",
   "id": "a629f55e7b18e754",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 2)\n"
     ]
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-08T06:30:30.598638Z",
     "start_time": "2025-10-08T06:30:30.476049Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig = plt.figure(figsize=(12, 4))\n",
    "ax1 = fig.add_subplot(121, projection='3d')\n",
    "ax1.scatter(df_new[:, 0], df_new[:, 1], df_new[:, 2], c='g')\n",
    "ax1.set_title(\"Before PCA\")\n",
    "ax1.set_xlabel(\"Feature 1\")\n",
    "ax1.set_ylabel(\"Feature 2\")\n",
    "ax1.set_zlabel(\"Feature 3\")\n",
    "\n",
    "ax2 = fig.add_subplot(122)\n",
    "ax2.scatter(df_pca[:, 0], df_pca[:, 1], c='g')\n",
    "ax2.set_title(\"After PCA\")\n",
    "ax2.set_xlabel(\"Principal Component 1\")\n",
    "ax2.set_ylabel(\"Principal Component 2\")\n",
    "plt.show()"
   ],
   "id": "d16d81e7958316d5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "d7d4b626d50aa617"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
